From 95749f854fbc358302e710defcbf49dc0dad169d Mon Sep 17 00:00:00 2001
From: kanchengw <wangkancheng1122@163.com>
Date: Sun, 24 May 2026 12:11:28 +0800
Subject: [PATCH] add icon in readme

---
 README.md    | 4 ----
 README_en.md | 4 ----
 2 files changed, 8 deletions(-)

diff --git a/README.md b/README.md
index 1be22a5..39c0026 100644
--- a/README.md
+++ b/README.md
@@ -54,10 +54,6 @@ CNLLM 提供了一个**统一的 OpenAI 兼容接口层**与一套**标准化的
 - ✨ **LangChain 集成**
   - `LangChainRunnable(BaseChatModel)` 中新增支持 `bind_tools()` / `with_structured_output()` 方法
   - 新增 `LangChainEmbeddings`：适配 `langchain_core.embeddings.Embeddings`，支持 `embed_documents()` / `embed_query()`
-- ✨ **MiniMax 双接口适配**
-  - 新增 `MiniMaxNativeAdapter`：CNLLM 现在适配 MiniMax 模型原生和 OpenAI 兼容双接口
-  - 原生接口支持 `stream_options`,`group_id` 厂商特有参数透传，并且 CNLLM 会返回 OpenAI 标准响应
-  - OpenAI 兼容接口中， `.think` 属性实时提取并累积模型思考内容
 
 ### v0.9.2 (2026-05-10)
 
diff --git a/README_en.md b/README_en.md
index dfb7554..507f8af 100644
--- a/README_en.md
+++ b/README_en.md
@@ -62,10 +62,6 @@ Project Documentation:
 - ✨ **LangChain Integration**
   - `LangChainRunnable(BaseChatModel)` adds support for `bind_tools()` / `with_structured_output()` methods
   - New `LangChainEmbeddings`: adapts `langchain_core.embeddings.Embeddings`, supports `embed_documents()` / `embed_query()`
-- ✨ **MiniMax Dual Interface Adaptation**
-  - Added `MiniMaxNativeAdapter`: CNLLM now adapts MiniMax models with both native and OpenAI-compatible dual interfaces
-  - Native interface supports `stream_options`, `group_id` vendor-specific pass-through parameters, and CNLLM returns OpenAI standard responses
-  - In OpenAI-compatible interface, the `.think` property extracts and accumulates model's thinking content in real-time
 
 ### v0.9.2 (2026-05-10)